[1] "Region"         "Year"           "Wine"           "Beer"          
 [5] "Vodka"          "Sparkling_wine" "Brandy"         "Cider"         
 [9] "Liqueurs"       "Consumption"   

Main Tab 1

Column

Column Tab 1

# A tibble: 595 × 10
   Region           Year  Wine  Beer Vodka Sparkling_wine Brandy Cider Liqueurs
   <chr>           <dbl> <dbl> <dbl> <dbl>          <dbl>  <dbl> <dbl>    <dbl>
 1 Belgorod Oblast  2017  1.79  60    3.52           0.78   0.31  1.52     0.14
 2 Bryansk Oblast   2017  3.02  34.2  4.29           0.83   0.46  0.86     0.69
 3 Vladimir Oblast  2017  3.7   58.9  6.73           0.91   0.78  1.6      0.54
 4 Voronezh Oblast  2017  2.68  33.2  3.69           1.04   0.6   0.91     0.32
 5 Ivanovo Oblast   2017  3.42  41.0  5.69           0.83   0.6   1.36     0.61
 6 Kaluga Oblast    2017  3.98  41.8  6.21           1.24   0.86  0.79     0.61
 7 Kostroma Oblast  2017  3.43  48.6  7.68           0.85   0.6   2.52     0.62
 8 Kursk Oblast     2017  2.16  30.9  3.66           0.99   0.5   0.75     0.27
 9 Lipetsk Oblast   2017  2.59  41.5  4.03           0.9    0.51  0.71     0.35
10 Moscow Oblast    2017  5.82  48.3  7.61           1.98   1.39  0.86     0.62
# ℹ 585 more rows
# ℹ 1 more variable: Consumption <dbl>

Column Tab 2

Region Year Wine Beer Vodka Sparkling_wine Brandy Cider Liqueurs Consumption
Belgorod Oblast 2017 1.79 60.00 3.52 0.78 0.31 1.52 0.14 5.6
Bryansk Oblast 2017 3.02 34.21 4.29 0.83 0.46 0.86 0.69 4.8
Vladimir Oblast 2017 3.70 58.93 6.73 0.91 0.78 1.60 0.54 7.5
Voronezh Oblast 2017 2.68 33.17 3.69 1.04 0.60 0.91 0.32 4.4
Ivanovo Oblast 2017 3.42 41.01 5.69 0.83 0.60 1.36 0.61 5.9
Kaluga Oblast 2017 3.98 41.78 6.21 1.24 0.86 0.79 0.61 6.4
Kostroma Oblast 2017 3.43 48.64 7.68 0.85 0.60 2.52 0.62 7.2
Kursk Oblast 2017 2.16 30.90 3.66 0.99 0.50 0.75 0.27 4.1
Lipetsk Oblast 2017 2.59 41.46 4.03 0.90 0.51 0.71 0.35 5.0
Moscow Oblast 2017 5.82 48.33 7.61 1.98 1.39 0.86 0.62 7.9
Oryol Oblast 2017 2.60 34.86 3.85 1.12 0.58 1.01 0.30 4.6
Ryazan Oblast 2017 3.17 60.62 4.36 1.06 0.61 1.19 0.39 6.4
Smolensk Oblast 2017 3.63 45.33 6.35 1.31 0.89 1.34 0.46 6.6
Tambov Oblast 2017 1.98 36.34 3.02 0.64 0.40 0.55 0.27 4.1
Tver Oblast 2017 4.20 42.15 6.92 1.22 0.82 1.74 0.66 6.7
Tula Oblast 2017 3.31 38.33 4.19 0.86 0.64 0.91 0.43 5.0
Yaroslavl Oblast 2017 4.87 42.70 7.41 1.23 1.03 1.06 0.54 7.1
Moscow 2017 5.35 66.54 4.78 1.87 1.05 0.87 0.40 7.5
Republic of Karelia 2017 6.79 54.64 11.12 1.42 1.38 1.13 0.93 9.9
Komi Republic 2017 4.99 61.94 11.36 1.45 1.08 1.03 0.67 9.9
Nenets Autonomous Okrug 2017 8.47 51.31 8.97 2.31 1.03 1.14 0.31 8.8
Vologda Oblast 2017 4.56 46.27 8.59 0.92 0.73 1.04 0.68 7.6
Kaliningrad Oblast 2017 4.82 29.02 3.79 0.92 0.77 0.99 0.37 4.6
Leningrad Oblast 2017 5.90 48.59 7.86 1.62 1.46 1.14 0.70 8.0
Murmansk Oblast 2017 5.32 65.58 8.91 2.40 1.90 0.94 0.70 9.7
Novgorod Oblast 2017 4.49 48.69 6.54 1.10 1.00 1.66 0.57 7.1
Pskov Oblast 2017 4.13 48.48 5.60 1.35 0.82 2.32 0.44 6.6
Saint Petersburg 2017 6.66 35.70 4.96 2.03 1.37 1.08 0.49 6.2
Arkhangelsk Oblast 2017 4.98 45.68 9.40 1.59 0.97 1.15 0.67 8.1
Republic of Adygea 2017 2.83 87.51 3.92 1.00 0.56 1.55 0.21 7.8
Republic of Kalmykia 2017 0.94 18.03 3.16 0.22 0.37 0.23 0.07 2.7
Republic of Crimea 2017 3.91 41.17 3.87 1.50 0.88 1.08 0.15 5.3
Krasnodar Krai 2017 3.88 38.81 3.23 1.46 0.74 0.70 0.20 4.8
Astrakhan Oblast 2017 2.02 31.53 3.77 0.58 0.55 1.01 0.19 4.1
Volgograd Oblast 2017 2.29 33.73 2.92 0.98 0.53 1.10 0.23 4.0
Rostov Oblast 2017 2.03 31.86 2.51 0.95 0.54 0.80 0.18 3.7
Sevastopol 2017 5.38 43.19 5.79 2.82 1.16 1.51 0.25 6.7
Republic of Dagestan 2017 0.22 5.45 0.77 0.10 0.20 0.01 0.01 0.8
Republic of Ingushetia 2017 0.02 0.32 0.22 0.00 0.01 0.00 0.00 0.1
Kabardino-Balkar Republic 2017 0.36 6.90 0.53 0.18 0.14 0.04 0.01 0.8
Karachay-Cherkess Republic 2017 0.65 20.95 0.77 0.24 0.18 0.04 0.05 1.8
Republic of North Ossetia-Alania 2017 0.36 2.93 0.27 0.34 0.10 0.02 0.01 0.4
Chechen Republic 2017 0.01 0.37 0.08 0.00 0.01 0.00 0.00 0.1
Stavropol Krai 2017 1.79 20.81 1.86 0.77 0.44 0.44 0.16 2.6
Republic of Bashkortostan 2017 2.12 35.89 6.08 0.66 0.41 0.52 0.62 5.4
Mari El Republic 2017 2.44 37.37 6.45 0.50 0.57 0.71 0.52 5.7
Republic of Mordovia 2017 1.78 30.53 5.80 0.54 0.34 0.85 0.28 4.8
Republic of Tatarstan 2017 2.23 86.94 6.99 0.54 0.59 0.67 0.52 8.9
Udmurt Republic 2017 2.99 48.18 8.54 0.74 0.59 0.98 0.48 7.3
Chuvash Republic 2017 1.99 35.25 6.71 0.46 0.46 0.33 0.80 5.7
Perm Krai 2017 3.28 44.30 5.82 0.74 0.75 0.75 0.40 6.1
Kirov Oblast 2017 3.55 55.16 8.65 0.92 0.60 0.86 0.46 7.9
Nizhny Novgorod Oblast 2017 3.62 47.60 5.49 1.03 0.73 0.70 0.58 6.3
Orenburg Oblast 2017 2.51 38.27 3.30 0.75 0.35 0.67 0.24 4.4
Penza Oblast 2017 1.96 55.12 3.95 0.56 0.37 1.12 0.64 5.7
Samara Oblast 2017 3.13 51.87 3.56 0.93 0.60 0.98 0.28 5.5
Saratov Oblast 2017 2.03 37.88 2.26 0.66 0.42 1.04 0.23 3.9
Ulyanovsk Oblast 2017 2.67 39.49 3.47 0.81 0.47 1.02 0.23 4.6
Kurgan Oblast 2017 2.59 53.06 2.79 0.81 0.37 0.93 0.27 5.1
Sverdlovsk Oblast 2017 4.36 58.28 5.38 1.20 0.79 0.93 0.43 7.0
Khanty–Mansi Autonomous Okrug – Yugra 2017 3.22 58.31 6.02 1.54 1.07 0.77 0.45 7.2
Yamalo-Nenets Autonomous Okrug 2017 3.51 55.97 7.70 1.80 1.39 0.63 0.53 8.0
Chelyabinsk Oblast 2017 3.26 41.95 3.89 1.04 0.55 0.66 0.37 5.1
Tyumen Oblast 2017 3.16 44.95 4.68 1.08 0.57 0.65 0.29 5.5
Altai Republic 2017 2.28 41.20 4.56 0.34 0.25 0.58 0.13 4.8
Tuva Republic 2017 0.78 12.50 1.81 0.34 0.17 0.01 0.02 1.7
Republic of Khakassia 2017 2.04 57.80 2.52 0.75 0.32 0.24 0.15 5.1
Altai Krai 2017 2.27 47.06 3.83 0.55 0.28 0.53 0.20 5.0
Krasnoyarsk Krai 2017 3.15 37.81 4.57 1.25 0.62 0.24 0.27 5.1
Irkutsk Oblast 2017 3.14 50.43 5.39 0.97 0.43 0.35 0.47 6.1
Kemerovo Oblast 2017 2.58 46.59 5.16 0.79 0.50 0.40 0.31 5.7
Novosibirsk Oblast 2017 3.35 45.44 3.74 0.96 0.53 0.55 0.25 5.2
Omsk Oblast 2017 2.64 30.58 2.50 0.92 0.40 0.41 0.22 3.6
Tomsk Oblast 2017 3.12 53.86 4.35 1.09 0.64 0.35 0.32 6.0
Republic of Buryatia 2017 1.90 38.32 6.84 0.44 0.24 0.19 0.19 5.5
Sakha (Yakutia) Republic 2017 2.16 29.60 7.06 1.29 0.53 0.48 0.16 5.4
Zabaykalsky Krai 2017 2.59 37.43 5.17 0.49 0.23 0.30 0.23 4.9
Kamchatka Krai 2017 4.49 81.19 9.73 3.11 1.46 0.97 0.50 10.7
Primorsky Krai 2017 4.02 44.22 6.59 1.61 0.88 0.27 0.65 6.7
Khabarovsk Krai 2017 3.52 51.48 9.27 2.31 0.93 0.69 0.66 8.3
Amur Oblast 2017 3.45 58.79 6.22 1.06 0.50 0.67 0.32 7.0
Magadan Oblast 2017 4.10 55.92 12.14 3.08 1.60 0.80 0.43 10.1
Sakhalin Oblast 2017 5.11 62.21 12.67 3.36 1.30 0.51 0.55 10.8
Jewish Autonomous Oblast 2017 2.44 65.75 7.75 1.10 0.46 0.56 0.43 7.9
Chukotka Autonomous Okrug 2017 2.99 47.39 11.05 2.02 1.37 0.15 0.29 8.6
Belgorod Oblast 2018 1.87 48.91 3.80 0.76 0.33 0.66 0.18 5.1
Bryansk Oblast 2018 2.99 38.59 4.32 0.82 0.52 0.45 0.74 5.4
Vladimir Oblast 2018 3.74 49.64 6.74 0.94 0.86 0.72 0.63 7.4
Voronezh Oblast 2018 2.75 39.58 3.85 1.03 0.67 0.42 0.37 5.1
Ivanovo Oblast 2018 3.60 52.88 5.86 0.87 0.68 0.49 0.68 7.2
Kaluga Oblast 2018 4.05 46.51 6.21 1.24 0.93 0.52 0.66 6.9
Kostroma Oblast 2018 3.67 53.53 7.87 0.85 0.72 0.43 0.59 7.9
Kursk Oblast 2018 2.36 53.64 3.67 0.96 0.57 0.36 0.28 5.6
Lipetsk Oblast 2018 2.67 43.29 4.15 0.89 0.55 0.34 0.38 5.3
Moscow Oblast 2018 6.03 53.98 7.80 2.05 1.51 0.68 0.67 8.8
Oryol Oblast 2018 2.69 40.55 3.96 1.09 0.65 0.40 0.34 5.3
Ryazan Oblast 2018 3.20 47.99 4.53 1.05 0.66 0.58 0.44 6.0
Smolensk Oblast 2018 3.81 49.44 6.41 1.29 0.97 0.57 0.50 7.3
Tambov Oblast 2018 1.99 36.13 3.27 0.66 0.44 0.28 0.30 4.3
Tver Oblast 2018 4.32 46.54 7.05 1.23 0.91 0.66 0.74 7.4
Tula Oblast 2018 3.34 39.83 4.30 0.87 0.70 0.46 0.50 5.4
Yaroslavl Oblast 2018 5.04 47.51 7.62 1.26 1.12 0.50 0.57 7.9
Moscow 2018 5.40 35.73 4.66 1.91 1.09 0.76 0.43 5.9
Republic of Karelia 2018 6.90 56.28 11.11 1.37 1.44 0.83 0.97 10.5
Komi Republic 2018 4.86 60.18 11.62 1.44 1.16 0.45 0.82 10.3
Nenets Autonomous Okrug 2018 8.44 47.16 9.64 2.18 1.07 0.25 0.34 9.2
Vologda Oblast 2018 4.59 49.47 8.88 0.92 0.83 0.53 0.77 8.5
Kaliningrad Oblast 2018 5.22 36.82 4.19 1.07 0.87 1.36 0.43 5.7
Leningrad Oblast 2018 6.04 51.54 7.99 1.59 1.55 0.80 0.72 8.7
Murmansk Oblast 2018 5.49 68.69 8.68 2.07 1.94 0.70 0.77 10.1
Novgorod Oblast 2018 4.51 51.57 6.77 1.09 1.08 0.82 0.69 7.8
Pskov Oblast 2018 4.48 49.93 5.66 1.30 0.88 1.23 0.64 7.4
Saint Petersburg 2018 6.84 35.24 4.95 2.02 1.42 0.96 0.54 6.7
Arkhangelsk Oblast 2018 5.30 47.90 9.42 1.57 1.07 0.40 0.68 9.0
Republic of Adygea 2018 2.31 81.85 3.13 0.86 0.55 0.45 0.17 6.6
Republic of Kalmykia 2018 1.04 20.69 3.36 0.22 0.40 0.05 0.11 3.1
Republic of Crimea 2018 4.16 58.98 4.07 1.60 0.98 0.62 0.22 6.4
Krasnodar Krai 2018 3.92 48.30 3.30 1.47 0.79 0.29 0.22 5.4
Astrakhan Oblast 2018 2.05 30.09 3.90 0.56 0.59 0.22 0.21 4.3
Volgograd Oblast 2018 2.21 33.67 3.04 0.94 0.56 0.24 0.26 4.2
Rostov Oblast 2018 2.00 30.11 2.54 0.96 0.58 0.28 0.20 3.8
Sevastopol 2018 5.40 39.56 5.87 2.94 1.23 0.94 0.34 6.7
Republic of Dagestan 2018 0.23 3.75 0.83 0.09 0.20 0.00 0.01 0.7
Republic of Ingushetia 2018 0.03 0.38 0.30 0.00 0.02 0.00 0.00 0.2
Kabardino-Balkar Republic 2018 0.35 7.44 0.48 0.18 0.15 0.02 0.02 0.7
Karachay-Cherkess Republic 2018 0.60 22.95 0.86 0.21 0.18 0.02 0.07 1.8
Republic of North Ossetia-Alania 2018 0.32 3.33 0.31 0.33 0.11 0.01 0.02 0.5
Chechen Republic 2018 0.01 0.34 0.05 0.00 0.01 0.00 0.00 0.0
Stavropol Krai 2018 1.72 20.19 1.96 0.76 0.45 0.13 0.18 2.7
Republic of Bashkortostan 2018 2.22 36.69 5.64 0.68 0.50 0.23 0.63 5.4
Mari El Republic 2018 2.52 41.06 6.61 0.53 0.64 0.25 0.66 6.6
Republic of Mordovia 2018 1.85 38.63 5.55 0.57 0.39 0.23 0.31 5.4
Republic of Tatarstan 2018 2.33 42.07 7.01 0.57 0.72 0.25 0.53 6.4
Udmurt Republic 2018 3.01 89.62 8.60 0.73 0.66 0.48 0.50 9.6
Chuvash Republic 2018 2.15 39.94 6.81 0.48 0.49 0.19 0.91 6.2
Perm Krai 2018 3.46 49.10 5.84 0.77 0.79 0.37 0.45 6.6
Kirov Oblast 2018 3.64 58.55 8.46 0.96 0.68 0.40 0.50 8.4
Nizhny Novgorod Oblast 2018 3.63 43.21 6.62 1.10 0.79 0.55 1.49 7.5
Orenburg Oblast 2018 2.47 35.63 3.72 0.74 0.40 0.23 0.28 4.6
Penza Oblast 2018 2.10 45.51 4.16 0.60 0.42 0.49 0.67 5.6
Samara Oblast 2018 3.31 61.10 3.92 0.95 0.69 0.41 0.35 6.2
Saratov Oblast 2018 2.15 43.89 2.47 0.67 0.47 0.28 0.25 4.5
Ulyanovsk Oblast 2018 2.80 40.82 3.57 0.79 0.51 0.34 0.28 5.0
Kurgan Oblast 2018 2.46 51.93 3.21 0.80 0.44 0.43 0.29 5.4
Sverdlovsk Oblast 2018 4.49 59.37 5.44 1.19 0.86 0.41 0.48 7.3
Khanty–Mansi Autonomous Okrug – Yugra 2018 3.30 52.77 6.11 1.46 1.16 0.36 0.51 7.0
Yamalo-Nenets Autonomous Okrug 2018 3.61 60.76 7.71 1.70 1.50 0.36 0.63 8.4
Chelyabinsk Oblast 2018 3.42 39.72 4.19 1.04 0.62 0.35 0.43 5.2
Tyumen Oblast 2018 3.29 44.71 4.74 1.07 0.64 0.46 0.33 5.7
Altai Republic 2018 2.38 41.47 4.49 0.32 0.28 0.11 0.16 4.9
Tuva Republic 2018 0.67 13.49 1.74 0.35 0.17 0.02 0.02 1.6
Republic of Khakassia 2018 2.44 62.49 2.86 0.81 0.39 0.14 0.22 5.2
Altai Krai 2018 2.36 48.55 3.97 0.53 0.35 0.14 0.24 5.0
Krasnoyarsk Krai 2018 3.12 37.69 4.33 1.19 0.67 0.20 0.33 5.0
Irkutsk Oblast 2018 3.29 54.55 5.56 0.97 0.49 0.32 0.50 6.6
Kemerovo Oblast 2018 2.51 55.89 5.20 0.76 0.58 0.21 0.35 6.2
Novosibirsk Oblast 2018 3.49 52.01 3.78 0.91 0.59 0.46 0.28 5.6
Omsk Oblast 2018 2.71 31.31 2.84 0.91 0.47 0.25 0.25 4.0
Tomsk Oblast 2018 3.22 52.90 4.30 0.98 0.70 0.24 0.35 6.1
Republic of Buryatia 2018 1.84 35.70 6.37 0.43 0.28 0.23 0.21 5.6
Sakha (Yakutia) Republic 2018 2.30 33.46 6.99 1.23 0.59 0.22 0.18 5.7
Zabaykalsky Krai 2018 2.26 35.25 4.86 0.42 0.25 0.24 0.25 5.1
Kamchatka Krai 2018 4.47 76.51 9.56 2.78 1.55 0.45 0.57 10.3
Primorsky Krai 2018 4.05 116.63 6.75 1.56 0.95 2.07 0.63 10.8
Khabarovsk Krai 2018 3.57 56.63 9.15 2.14 1.04 0.75 0.66 9.1
Amur Oblast 2018 3.33 87.97 6.47 1.03 0.61 0.80 0.44 8.7
Magadan Oblast 2018 4.36 64.62 12.15 2.59 1.74 0.42 0.71 11.0
Sakhalin Oblast 2018 4.67 63.33 12.65 2.84 1.36 0.27 0.62 11.4
Jewish Autonomous Oblast 2018 2.58 63.30 7.97 0.95 0.54 0.28 0.49 8.6
Chukotka Autonomous Okrug 2018 2.73 45.11 10.95 1.76 1.48 0.11 0.31 8.3
Belgorod Oblast 2019 1.95 47.63 3.77 0.73 0.35 0.63 0.18 5.0
Bryansk Oblast 2019 2.74 40.18 4.26 0.82 0.56 0.43 0.78 5.5
Vladimir Oblast 2019 3.89 50.90 6.77 0.94 0.92 0.58 0.71 7.5
Voronezh Oblast 2019 2.84 35.50 3.88 1.03 0.70 0.42 0.45 4.9
Ivanovo Oblast 2019 3.60 49.40 5.91 0.87 0.72 0.36 0.75 6.9
Kaluga Oblast 2019 4.09 45.79 6.19 1.24 0.98 0.48 0.73 6.9
Kostroma Oblast 2019 3.89 54.36 7.68 0.84 0.77 0.28 0.65 7.9
Kursk Oblast 2019 2.43 35.78 3.63 0.97 0.60 0.35 0.35 4.7
Lipetsk Oblast 2019 2.68 42.09 4.08 0.87 0.59 0.34 0.45 5.2
Moscow Oblast 2019 6.11 55.62 7.64 2.08 1.55 0.68 0.74 8.9
Oryol Oblast 2019 2.73 38.90 3.92 1.06 0.68 0.40 0.44 5.2
Ryazan Oblast 2019 3.15 47.68 4.47 1.04 0.70 0.58 0.51 6.0
Smolensk Oblast 2019 3.70 49.38 6.37 1.27 1.02 0.51 0.55 7.2
Tambov Oblast 2019 1.99 33.95 3.35 0.66 0.48 0.31 0.34 4.2
Tver Oblast 2019 4.18 47.15 7.03 1.22 0.97 0.50 0.81 7.4
Tula Oblast 2019 3.35 39.33 4.32 0.88 0.74 0.48 0.57 5.4
Yaroslavl Oblast 2019 5.00 49.22 7.46 1.30 1.16 0.51 0.64 8.0
Moscow 2019 5.45 35.40 4.41 1.90 1.09 0.79 0.45 5.8
Republic of Karelia 2019 7.20 58.04 10.91 1.36 1.53 0.89 1.26 10.7
Komi Republic 2019 4.77 80.53 11.65 1.42 1.24 0.39 0.91 11.4
Nenets Autonomous Okrug 2019 8.25 46.90 9.50 1.90 1.14 0.25 0.36 9.1
Vologda Oblast 2019 4.81 51.52 8.88 0.91 0.90 0.44 0.87 8.6
Kaliningrad Oblast 2019 5.59 40.07 4.52 1.18 0.93 1.05 0.53 6.3
Leningrad Oblast 2019 6.31 52.32 7.88 1.58 1.60 0.82 0.80 8.8
Murmansk Oblast 2019 5.64 68.81 8.59 1.93 2.08 0.70 0.80 10.2
Novgorod Oblast 2019 4.50 47.85 6.65 1.08 1.09 0.61 0.77 7.6
Pskov Oblast 2019 4.59 48.47 5.71 1.32 0.95 0.80 0.78 7.3
Saint Petersburg 2019 7.07 35.90 5.12 2.02 1.42 1.19 0.61 6.8
Arkhangelsk Oblast 2019 5.47 48.31 9.26 1.54 1.15 0.39 0.70 8.9
Republic of Adygea 2019 1.89 80.07 2.93 0.84 0.53 0.44 0.19 6.2
Republic of Kalmykia 2019 1.11 19.00 3.63 0.23 0.43 0.05 0.16 3.1
Republic of Crimea 2019 4.40 46.38 4.12 1.65 1.03 0.65 0.27 5.8
Krasnodar Krai 2019 3.83 37.92 3.25 1.50 0.81 0.29 0.28 4.8
Astrakhan Oblast 2019 1.88 33.43 3.93 0.56 0.60 0.20 0.29 4.5
Volgograd Oblast 2019 2.17 32.68 3.01 0.95 0.57 0.21 0.30 4.1
Rostov Oblast 2019 2.02 29.83 2.57 0.98 0.59 0.30 0.24 3.8
Sevastopol 2019 5.46 34.93 5.54 2.81 1.27 0.81 0.37 6.3
Republic of Dagestan 2019 0.25 4.42 0.89 0.09 0.21 0.00 0.01 0.7
Republic of Ingushetia 2019 0.03 0.54 0.26 0.00 0.02 0.00 0.01 0.2
Kabardino-Balkar Republic 2019 0.36 9.87 0.43 0.17 0.17 0.02 0.02 0.9
Karachay-Cherkess Republic 2019 0.54 29.17 0.90 0.21 0.18 0.02 0.08 2.1
Republic of North Ossetia-Alania 2019 0.34 3.21 0.32 0.33 0.12 0.03 0.02 0.5
Chechen Republic 2019 0.02 0.62 0.12 0.00 0.01 0.00 0.00 0.1
Stavropol Krai 2019 1.67 18.77 2.02 0.76 0.47 0.10 0.24 2.7
Republic of Bashkortostan 2019 2.36 41.64 5.68 0.69 0.53 0.22 0.63 5.7
Mari El Republic 2019 2.48 41.76 6.46 0.54 0.68 0.24 0.73 6.5
Republic of Mordovia 2019 1.84 33.55 5.35 0.56 0.41 0.21 0.33 5.0
Republic of Tatarstan 2019 2.47 46.28 6.84 0.60 0.77 0.27 0.56 6.6
Udmurt Republic 2019 2.96 98.52 8.52 0.71 0.71 0.47 0.57 10.0
Chuvash Republic 2019 2.18 37.24 6.83 0.48 0.53 0.18 0.93 6.1
Perm Krai 2019 3.59 51.59 5.91 0.79 0.82 0.39 0.51 6.7
Kirov Oblast 2019 3.86 61.23 8.17 0.99 0.73 0.31 0.51 8.3
Nizhny Novgorod Oblast 2019 4.57 43.30 6.64 1.57 0.84 0.57 0.72 7.1
Orenburg Oblast 2019 2.46 38.08 3.83 0.74 0.42 0.17 0.34 4.8
Penza Oblast 2019 2.17 45.80 4.21 0.63 0.47 0.33 0.65 5.5
Samara Oblast 2019 3.35 56.22 4.01 0.99 0.73 0.40 0.43 6.1
Saratov Oblast 2019 2.22 41.12 2.59 0.69 0.50 0.28 0.29 4.3
Ulyanovsk Oblast 2019 2.66 41.45 4.02 0.78 0.61 0.32 0.40 5.2
Kurgan Oblast 2019 2.59 51.65 3.11 0.79 0.43 0.21 0.32 5.3
Sverdlovsk Oblast 2019 4.72 61.57 5.37 1.21 0.89 0.42 0.53 7.4
Khanty–Mansi Autonomous Okrug – Yugra 2019 3.28 51.69 5.90 1.39 1.16 0.38 0.56 6.8
Yamalo-Nenets Autonomous Okrug 2019 3.59 59.93 7.61 1.65 1.54 0.40 0.68 8.4
Chelyabinsk Oblast 2019 3.56 41.96 4.23 1.06 0.64 0.37 0.51 5.5
Tyumen Oblast 2019 3.42 43.52 4.63 1.09 0.66 0.50 0.39 5.7
Altai Republic 2019 2.28 42.78 4.73 0.35 0.35 0.10 0.20 5.2
Tuva Republic 2019 0.73 18.68 1.91 0.36 0.18 0.03 0.04 2.0
Republic of Khakassia 2019 2.26 58.15 2.66 0.82 0.43 0.13 0.23 4.9
Altai Krai 2019 2.33 58.07 3.98 0.54 0.36 0.17 0.28 5.8
Krasnoyarsk Krai 2019 3.17 39.52 4.37 1.18 0.74 0.22 0.39 5.2
Irkutsk Oblast 2019 3.37 61.44 5.39 0.96 0.53 0.39 0.52 6.9
Kemerovo Oblast 2019 2.49 60.86 5.13 0.78 0.65 0.26 0.36 6.5
Novosibirsk Oblast 2019 3.54 54.96 3.75 0.93 0.62 0.86 0.31 5.8
Omsk Oblast 2019 2.73 32.83 2.97 0.93 0.50 0.25 0.29 4.2
Tomsk Oblast 2019 3.19 50.39 4.36 0.99 0.76 0.23 0.35 6.0
Republic of Buryatia 2019 1.91 46.50 5.95 0.38 0.30 0.28 0.21 5.9
Sakha (Yakutia) Republic 2019 2.36 30.61 6.71 1.12 0.61 0.21 0.23 5.5
Zabaykalsky Krai 2019 2.51 37.34 5.00 0.43 0.28 0.17 0.29 5.3
Kamchatka Krai 2019 4.65 69.67 9.49 2.40 1.59 0.62 0.59 10.0
Primorsky Krai 2019 4.13 61.23 6.75 1.54 1.00 0.50 0.65 7.9
Khabarovsk Krai 2019 3.57 66.19 8.98 2.00 1.09 0.82 0.68 9.4
Amur Oblast 2019 3.52 56.87 6.51 0.99 0.66 0.65 0.49 7.3
Magadan Oblast 2019 4.37 60.20 11.99 2.31 1.77 0.28 0.63 10.7
Sakhalin Oblast 2019 4.85 65.16 12.62 2.58 1.45 0.49 0.66 11.5
Jewish Autonomous Oblast 2019 2.56 62.54 7.89 0.90 0.60 0.40 0.53 8.5
Chukotka Autonomous Okrug 2019 2.88 46.30 11.42 1.65 1.63 0.05 0.34 8.7
Belgorod Oblast 2020 2.06 46.46 3.63 0.80 0.39 0.88 0.22 4.8
Bryansk Oblast 2020 2.88 44.74 4.28 0.87 0.57 0.46 0.85 5.7
Vladimir Oblast 2020 4.18 52.35 6.89 1.03 0.92 0.54 0.84 7.6
Voronezh Oblast 2020 2.89 35.52 3.94 1.09 0.70 0.53 0.52 5.0
Ivanovo Oblast 2020 3.77 51.45 5.95 0.92 0.71 0.41 0.87 7.0
Kaluga Oblast 2020 4.49 47.44 6.41 1.36 1.00 0.54 0.85 7.2
Kostroma Oblast 2020 3.98 55.76 7.67 0.91 0.78 0.32 0.79 7.9
Kursk Oblast 2020 2.44 38.13 3.66 1.04 0.62 0.42 0.48 4.9
Lipetsk Oblast 2020 2.80 43.47 4.22 0.94 0.61 0.46 0.54 5.4
Moscow Oblast 2020 6.82 56.95 7.80 2.24 1.54 0.79 0.87 9.2
Oryol Oblast 2020 2.83 41.50 3.97 1.14 0.69 0.47 0.55 5.4
Ryazan Oblast 2020 3.41 56.24 4.55 1.11 0.71 0.67 0.59 6.5
Smolensk Oblast 2020 3.80 51.72 6.49 1.32 1.02 0.46 0.63 7.4
Tambov Oblast 2020 2.06 34.30 3.47 0.67 0.49 0.34 0.40 4.3
Tver Oblast 2020 4.48 50.96 7.22 1.32 0.99 0.57 0.95 7.8
Tula Oblast 2020 3.48 39.05 4.47 0.96 0.75 0.53 0.68 5.5
Yaroslavl Oblast 2020 5.27 51.87 7.59 1.37 1.12 0.62 0.75 8.1
Moscow 2020 5.44 30.24 4.23 1.86 1.00 0.75 0.49 5.4
Republic of Karelia 2020 7.23 89.78 11.13 1.39 1.52 0.92 1.49 12.4
Komi Republic 2020 5.02 72.65 12.14 1.51 1.25 0.45 1.03 11.3
Nenets Autonomous Okrug 2020 8.01 54.35 9.89 1.95 1.16 0.33 0.53 9.7
Vologda Oblast 2020 4.87 54.79 9.23 0.97 0.93 0.49 1.08 9.0
Kaliningrad Oblast 2020 6.18 45.88 5.85 1.41 0.94 1.78 0.96 7.5
Leningrad Oblast 2020 6.77 53.15 8.04 1.68 1.58 1.00 0.88 9.0
Murmansk Oblast 2020 5.91 74.43 8.66 1.99 2.02 0.86 0.98 10.6
Novgorod Oblast 2020 4.54 50.79 6.51 1.12 1.06 0.62 0.88 7.6
Pskov Oblast 2020 4.68 52.63 5.99 1.37 0.96 0.72 0.74 7.6
Saint Petersburg 2020 7.20 34.09 4.86 2.03 1.32 1.25 0.68 6.5
Arkhangelsk Oblast 2020 6.03 51.87 9.58 1.59 1.16 0.56 0.84 9.3
Republic of Adygea 2020 1.69 73.78 2.94 0.84 0.50 0.51 0.22 5.9
Republic of Kalmykia 2020 0.96 20.81 3.83 0.24 0.38 0.08 0.20 3.3
Republic of Crimea 2020 4.90 56.78 4.21 1.80 1.04 0.62 0.38 6.4
Krasnodar Krai 2020 3.87 42.37 3.36 1.66 0.78 0.36 0.35 5.1
Astrakhan Oblast 2020 1.90 35.95 4.03 0.61 0.58 0.24 0.37 4.7
Volgograd Oblast 2020 2.23 34.83 3.05 1.00 0.54 0.25 0.37 4.3
Rostov Oblast 2020 2.11 30.05 2.67 1.07 0.58 0.35 0.28 3.8
Sevastopol 2020 5.95 40.94 5.44 3.01 1.28 0.56 0.50 6.6
Republic of Dagestan 2020 0.25 5.06 1.02 0.09 0.21 0.00 0.01 0.8
Republic of Ingushetia 2020 0.02 0.38 0.30 0.00 0.03 0.00 0.01 0.2
Kabardino-Balkar Republic 2020 0.34 8.20 0.51 0.17 0.17 0.02 0.03 0.8
Karachay-Cherkess Republic 2020 0.53 26.23 1.05 0.21 0.19 0.02 0.09 2.0
Republic of North Ossetia-Alania 2020 0.40 3.89 0.44 0.41 0.13 0.03 0.04 0.7
Chechen Republic 2020 0.04 1.30 0.27 0.00 0.02 0.00 0.00 0.2
Stavropol Krai 2020 1.57 20.87 2.14 0.80 0.42 0.15 0.28 2.8
Republic of Bashkortostan 2020 2.32 40.61 5.60 0.73 0.54 0.25 0.72 5.6
Mari El Republic 2020 2.38 41.54 6.04 0.56 0.62 0.26 0.76 6.2
Republic of Mordovia 2020 1.85 38.60 5.29 0.58 0.41 0.26 0.37 5.2
Republic of Tatarstan 2020 2.48 46.79 6.74 0.66 0.75 0.30 0.58 6.5
Udmurt Republic 2020 3.03 92.91 8.58 0.76 0.72 0.67 0.67 9.9
Chuvash Republic 2020 2.27 38.92 6.76 0.52 0.52 0.25 1.03 6.3
Perm Krai 2020 3.62 51.59 5.87 0.85 0.80 0.42 0.62 6.8
Kirov Oblast 2020 3.85 66.26 8.01 1.06 0.72 0.35 0.61 8.5
Nizhny Novgorod Oblast 2020 4.04 45.81 5.47 1.18 0.82 0.75 0.85 6.7
Orenburg Oblast 2020 2.52 43.48 3.85 0.82 0.43 0.20 0.41 5.1
Penza Oblast 2020 2.38 52.20 4.24 0.68 0.47 0.36 0.78 5.8
Samara Oblast 2020 3.42 60.68 4.08 1.09 0.73 0.49 0.46 6.3
Saratov Oblast 2020 2.28 41.40 2.69 0.75 0.49 0.35 0.36 4.4
Ulyanovsk Oblast 2020 2.64 40.83 4.07 0.86 0.61 0.29 0.46 5.2
Kurgan Oblast 2020 2.35 55.88 3.38 0.83 0.43 0.25 0.40 5.6
Sverdlovsk Oblast 2020 4.68 67.39 5.38 1.27 0.85 0.51 0.62 7.7
Khanty–Mansi Autonomous Okrug – Yugra 2020 3.39 65.73 6.17 1.46 1.16 0.61 0.69 7.8
Yamalo-Nenets Autonomous Okrug 2020 3.91 65.61 8.17 1.73 1.67 0.48 0.84 9.1
Chelyabinsk Oblast 2020 3.51 44.71 4.35 1.11 0.63 0.48 0.64 5.7
Tyumen Oblast 2020 3.42 47.47 4.72 1.15 0.65 0.63 0.47 6.0
Altai Republic 2020 2.05 40.69 4.86 0.37 0.37 0.10 0.27 5.0
Tuva Republic 2020 0.44 14.74 1.31 0.22 0.11 0.01 0.04 1.5
Republic of Khakassia 2020 2.53 80.91 3.08 0.81 0.47 0.17 0.39 6.4
Altai Krai 2020 2.20 58.36 3.96 0.58 0.38 0.16 0.30 5.6
Krasnoyarsk Krai 2020 3.34 41.74 4.39 1.18 0.76 0.24 0.47 5.5
Irkutsk Oblast 2020 3.60 58.71 5.38 1.00 0.57 0.41 0.61 6.8
Kemerovo Oblast 2020 2.49 57.87 5.13 0.81 0.65 0.30 0.39 6.4
Novosibirsk Oblast 2020 3.61 56.97 3.80 0.98 0.63 0.54 0.37 5.9
Omsk Oblast 2020 2.75 36.59 3.07 0.98 0.50 0.37 0.35 4.4
Tomsk Oblast 2020 3.29 53.50 4.53 1.04 0.78 0.31 0.40 6.2
Republic of Buryatia 2020 1.92 36.23 5.78 0.34 0.33 0.27 0.24 5.3
Sakha (Yakutia) Republic 2020 2.35 36.97 6.63 1.03 0.59 0.24 0.24 5.7
Zabaykalsky Krai 2020 2.53 75.08 5.13 0.42 0.30 0.14 0.31 7.9
Kamchatka Krai 2020 4.95 70.21 9.82 2.38 1.69 0.79 0.67 10.4
Primorsky Krai 2020 4.42 54.26 6.92 1.65 1.01 0.61 0.72 7.7
Khabarovsk Krai 2020 3.84 71.25 8.98 1.99 1.07 0.87 0.77 9.7
Amur Oblast 2020 3.58 62.97 6.63 1.04 0.69 0.55 0.61 7.7
Magadan Oblast 2020 4.68 68.44 11.87 2.45 1.83 0.26 0.73 11.2
Sakhalin Oblast 2020 5.32 70.42 12.83 2.58 1.52 0.61 0.74 11.9
Jewish Autonomous Oblast 2020 2.95 76.13 7.98 0.91 0.59 0.66 0.65 9.5
Chukotka Autonomous Okrug 2020 3.26 51.26 11.00 1.55 1.66 0.21 0.37 8.9
Belgorod Oblast 2021 2.12 46.67 3.74 0.93 0.47 0.91 0.25 5.0
Bryansk Oblast 2021 2.79 46.18 4.40 0.96 0.60 0.46 0.94 5.8
Vladimir Oblast 2021 4.32 53.91 6.85 1.14 0.94 0.59 0.99 7.8
Voronezh Oblast 2021 2.88 38.78 3.98 1.20 0.73 0.53 0.59 5.3
Ivanovo Oblast 2021 3.98 52.50 5.97 1.02 0.73 0.41 1.05 7.3
Kaluga Oblast 2021 4.32 46.70 6.21 1.45 1.01 0.57 0.93 7.1
Kostroma Oblast 2021 4.12 58.34 7.48 1.01 0.82 0.33 0.91 8.1
Kursk Oblast 2021 2.37 38.83 3.77 1.11 0.66 0.33 0.51 5.1
Lipetsk Oblast 2021 2.74 44.48 4.19 1.00 0.64 0.43 0.60 5.5
Moscow Oblast 2021 6.54 59.05 7.40 2.39 1.51 0.84 0.95 9.2
Oryol Oblast 2021 2.79 41.56 4.05 1.25 0.73 0.44 0.63 5.5
Ryazan Oblast 2021 3.42 52.99 4.48 1.21 0.73 0.81 0.69 6.4
Smolensk Oblast 2021 3.70 52.88 6.45 1.42 1.02 0.50 0.77 7.5
Tambov Oblast 2021 2.07 41.35 3.52 0.71 0.50 0.38 0.47 4.7
Tver Oblast 2021 4.27 52.28 7.05 1.43 1.01 0.55 1.03 7.9
Tula Oblast 2021 3.42 39.35 4.41 1.04 0.76 0.57 0.78 5.6
Yaroslavl Oblast 2021 5.36 54.21 7.44 1.48 1.12 0.68 0.87 8.3
Moscow 2021 5.40 32.24 4.01 2.11 1.00 1.75 0.52 5.6
Republic of Karelia 2021 7.06 68.61 10.81 1.54 1.55 1.02 1.79 11.5
Komi Republic 2021 4.99 66.87 11.66 1.59 1.22 0.50 1.11 10.8
Nenets Autonomous Okrug 2021 7.63 74.58 9.51 1.84 1.11 0.62 0.63 10.6
Vologda Oblast 2021 4.79 55.96 8.95 1.07 0.91 0.54 1.32 9.0
Kaliningrad Oblast 2021 6.41 44.58 5.40 1.65 1.06 1.56 0.90 7.5
Leningrad Oblast 2021 6.59 52.70 7.63 1.80 1.56 1.11 0.97 8.9
Murmansk Oblast 2021 5.91 73.85 8.30 2.01 1.93 1.00 1.08 10.6
Novgorod Oblast 2021 4.43 55.08 6.45 1.21 1.08 0.91 0.96 7.9
Pskov Oblast 2021 4.60 53.10 5.91 1.46 1.00 0.68 0.81 7.6
Saint Petersburg 2021 7.10 34.35 4.60 2.30 1.31 1.24 0.76 6.6
Arkhangelsk Oblast 2021 6.14 52.42 9.28 1.66 1.12 0.69 0.93 9.3
Republic of Adygea 2021 1.68 58.52 3.02 0.89 0.54 0.40 0.26 5.2
Republic of Kalmykia 2021 0.94 21.50 4.06 0.25 0.40 0.05 0.22 3.5
Republic of Crimea 2021 5.68 54.87 4.53 2.14 1.23 0.75 0.48 6.9
Krasnodar Krai 2021 4.24 41.47 3.58 1.89 0.89 0.44 0.44 5.5
Astrakhan Oblast 2021 1.89 37.98 4.01 0.66 0.58 0.19 0.41 4.8
Volgograd Oblast 2021 2.34 36.17 3.09 1.04 0.55 0.21 0.45 4.5
Rostov Oblast 2021 2.16 31.04 2.76 1.15 0.61 0.37 0.35 4.0
Sevastopol 2021 6.41 38.90 5.44 3.21 1.43 0.62 0.60 6.8
Republic of Dagestan 2021 0.29 5.36 1.14 0.10 0.24 0.00 0.01 0.9
Republic of Ingushetia 2021 0.03 0.29 0.40 0.01 0.04 0.00 0.01 0.2
Kabardino-Balkar Republic 2021 0.38 6.83 0.68 0.16 0.20 0.03 0.04 0.9
Karachay-Cherkess Republic 2021 0.58 8.97 1.21 0.23 0.21 0.03 0.10 1.3
Republic of North Ossetia-Alania 2021 0.51 5.97 0.76 0.40 0.18 0.04 0.06 1.0
Chechen Republic 2021 0.03 1.11 0.17 0.00 0.02 0.02 0.00 0.1
Stavropol Krai 2021 1.67 26.95 2.39 0.84 0.49 0.21 0.35 3.3
Republic of Bashkortostan 2021 2.28 45.18 5.71 0.76 0.58 0.65 0.79 6.1
Mari El Republic 2021 2.49 45.41 6.44 0.64 0.69 0.28 0.95 6.7
Republic of Mordovia 2021 1.95 40.46 5.31 0.64 0.44 0.25 0.43 5.4
Republic of Tatarstan 2021 2.42 48.76 6.46 0.71 0.78 0.35 0.63 6.6
Udmurt Republic 2021 3.11 57.29 8.53 0.82 0.76 0.38 0.73 8.0
Chuvash Republic 2021 2.33 37.73 6.80 0.57 0.55 0.22 1.17 6.4
Perm Krai 2021 3.68 51.71 6.02 0.93 0.83 0.41 0.70 7.0
Kirov Oblast 2021 3.91 69.57 7.86 1.13 0.76 0.32 0.71 8.7
Nizhny Novgorod Oblast 2021 4.19 48.96 5.39 1.33 0.83 0.79 0.97 7.1
Orenburg Oblast 2021 2.45 47.16 4.05 0.88 0.46 0.20 0.48 5.4
Penza Oblast 2021 2.44 51.49 4.25 0.75 0.48 0.34 0.92 5.9
Samara Oblast 2021 3.37 61.26 4.01 1.16 0.74 0.46 0.53 6.4
Saratov Oblast 2021 2.34 50.31 2.80 0.79 0.51 0.33 0.44 5.1
Ulyanovsk Oblast 2021 2.68 44.90 4.07 0.93 0.65 0.36 0.53 5.5
Kurgan Oblast 2021 2.43 61.53 3.85 0.85 0.47 0.21 0.47 6.2
Sverdlovsk Oblast 2021 4.67 66.79 5.51 1.36 0.88 0.47 0.71 8.1
Khanty–Mansi Autonomous Okrug – Yugra 2021 3.17 59.42 5.91 1.40 1.12 0.46 0.68 7.4
Yamalo-Nenets Autonomous Okrug 2021 3.74 65.84 7.77 1.69 1.64 0.42 0.86 9.1
Chelyabinsk Oblast 2021 3.44 49.62 4.69 1.18 0.66 0.39 0.72 6.3
Tyumen Oblast 2021 3.41 56.81 4.80 1.19 0.67 0.78 0.50 6.6
Altai Republic 2021 2.35 42.54 5.58 0.46 0.48 0.18 0.36 5.6
Tuva Republic 2021 0.69 29.09 2.41 0.27 0.19 0.04 0.07 2.8
Republic of Khakassia 2021 2.71 69.44 3.22 0.87 0.54 0.16 0.60 6.1
Altai Krai 2021 2.32 50.26 4.12 0.63 0.44 0.22 0.38 5.5
Krasnoyarsk Krai 2021 3.57 44.23 4.99 1.28 0.87 0.27 0.62 6.1
Irkutsk Oblast 2021 3.67 59.90 5.49 1.07 0.64 0.42 0.71 7.1
Kemerovo Oblast 2021 2.55 54.90 5.11 0.85 0.70 0.35 0.50 6.3
Novosibirsk Oblast 2021 3.72 53.24 3.93 1.10 0.69 0.71 0.46 6.0
Omsk Oblast 2021 2.77 43.55 3.29 1.04 0.54 0.40 0.41 5.0
Tomsk Oblast 2021 3.35 54.81 4.62 1.10 0.80 0.47 0.50 6.4
Republic of Buryatia 2021 2.06 38.04 6.11 0.34 0.41 0.27 0.29 5.6
Sakha (Yakutia) Republic 2021 2.49 33.74 6.60 1.01 0.63 0.43 0.28 5.7
Zabaykalsky Krai 2021 2.55 41.11 5.35 0.44 0.33 0.18 0.35 5.5
Kamchatka Krai 2021 4.85 65.65 9.60 2.27 1.71 0.70 0.70 10.1
Primorsky Krai 2021 4.60 53.95 7.07 1.77 1.06 0.78 0.81 8.0
Khabarovsk Krai 2021 4.02 64.95 8.99 2.01 1.09 0.85 0.91 9.6
Amur Oblast 2021 3.69 62.70 7.35 1.10 0.78 0.52 0.79 8.2
Magadan Oblast 2021 4.81 65.51 11.52 2.15 1.84 0.33 0.75 10.9
Sakhalin Oblast 2021 5.24 67.50 12.46 2.56 1.50 0.72 0.84 11.7
Jewish Autonomous Oblast 2021 3.01 71.60 8.21 0.92 0.65 0.63 0.83 9.3
Chukotka Autonomous Okrug 2021 3.04 42.55 10.95 1.46 1.68 0.17 0.45 8.5
Belgorod Oblast 2022 2.15 48.07 4.20 1.02 0.56 1.03 0.36 5.3
Bryansk Oblast 2022 2.79 45.56 4.86 1.03 0.66 0.46 1.15 6.1
Vladimir Oblast 2022 4.39 55.20 7.35 1.26 1.00 0.61 1.24 8.1
Voronezh Oblast 2022 2.91 39.12 4.39 1.29 0.81 0.54 0.71 5.5
Ivanovo Oblast 2022 4.05 52.53 6.44 1.13 0.77 0.44 1.54 7.5
Kaluga Oblast 2022 4.22 45.82 6.39 1.53 1.03 0.58 1.07 7.1
Kostroma Oblast 2022 4.21 60.72 7.96 1.14 0.88 0.41 1.33 8.5
Kursk Oblast 2022 2.39 40.99 4.26 1.17 0.75 0.39 0.68 5.5
Lipetsk Oblast 2022 2.73 43.19 4.50 1.08 0.70 0.40 0.76 5.6
Moscow Oblast 2022 6.58 59.38 7.71 2.59 1.57 0.93 1.14 9.4
Oryol Oblast 2022 2.77 40.51 4.43 1.34 0.78 0.44 0.79 5.6
Ryazan Oblast 2022 3.48 51.85 4.84 1.33 0.78 0.74 0.88 6.5
Smolensk Oblast 2022 3.76 53.46 6.91 1.53 1.08 0.52 1.04 7.8
Tambov Oblast 2022 2.12 35.65 3.90 0.78 0.54 0.31 0.61 4.6
Tver Oblast 2022 4.36 52.61 7.48 1.58 1.07 0.56 1.35 8.1
Tula Oblast 2022 3.44 38.35 4.78 1.15 0.81 0.53 0.96 5.8
Yaroslavl Oblast 2022 5.43 56.56 7.88 1.66 1.17 0.74 1.18 8.7
Moscow 2022 5.50 30.69 4.11 2.31 1.04 0.81 0.63 5.6
Republic of Karelia 2022 7.23 67.16 11.55 1.75 1.64 0.97 2.50 11.9
Komi Republic 2022 5.00 71.24 11.80 1.78 1.21 0.57 1.67 11.1
Nenets Autonomous Okrug 2022 7.41 56.25 9.86 1.90 1.12 0.54 1.30 9.7
Vologda Oblast 2022 4.75 58.29 9.31 1.21 0.93 0.52 1.93 9.4
Kaliningrad Oblast 2022 6.48 38.33 5.93 1.85 1.14 1.37 0.91 7.2
Leningrad Oblast 2022 6.65 55.04 8.14 2.01 1.63 1.16 1.23 9.3
Murmansk Oblast 2022 6.04 74.29 8.66 2.25 1.98 1.01 1.56 10.9
Novgorod Oblast 2022 4.42 54.91 6.99 1.35 1.13 0.81 1.26 8.1
Pskov Oblast 2022 4.69 53.92 6.63 1.63 1.04 1.45 0.99 8.0
Saint Petersburg 2022 7.28 35.38 4.91 2.54 1.39 1.21 0.92 6.8
Arkhangelsk Oblast 2022 5.99 53.55 9.69 1.82 1.13 0.68 1.73 9.5
Republic of Adygea 2022 1.71 45.51 3.27 0.96 0.58 0.31 0.34 4.7
Republic of Kalmykia 2022 0.98 22.92 4.36 0.27 0.42 0.11 0.30 3.6
Republic of Crimea 2022 4.66 49.51 4.93 2.11 1.15 0.76 0.56 6.6
Krasnodar Krai 2022 4.26 41.16 3.90 2.06 0.95 0.50 0.56 5.6
Astrakhan Oblast 2022 1.96 36.41 4.27 0.71 0.60 0.20 0.50 4.8
Volgograd Oblast 2022 2.43 35.72 3.44 1.13 0.60 0.27 0.58 4.6
Rostov Oblast 2022 2.27 28.65 3.07 1.30 0.67 0.37 0.45 4.1
Sevastopol 2022 5.36 39.01 5.48 2.98 1.34 0.70 0.66 6.6
Republic of Dagestan 2022 0.34 4.93 1.15 0.13 0.31 0.02 0.02 0.9
Republic of Ingushetia 2022 0.04 0.36 0.48 0.01 0.05 0.00 0.02 0.3
Kabardino-Balkar Republic 2022 0.40 6.08 0.79 0.17 0.22 0.02 0.05 0.9
Karachay-Cherkess Republic 2022 0.63 8.46 1.54 0.25 0.23 0.04 0.13 1.4
Republic of North Ossetia-Alania 2022 0.54 5.90 0.83 0.41 0.20 0.04 0.07 1.0
Chechen Republic 2022 0.02 1.53 0.10 0.00 0.01 0.02 0.00 0.1
Stavropol Krai 2022 1.74 24.07 2.65 0.90 0.53 0.16 0.44 3.4
Republic of Bashkortostan 2022 2.36 54.07 6.00 0.79 0.63 0.29 0.91 6.7
Mari El Republic 2022 2.48 46.45 6.80 0.71 0.74 0.39 1.23 6.9
Republic of Mordovia 2022 2.00 41.07 5.60 0.69 0.48 0.32 0.61 5.6
Republic of Tatarstan 2022 2.54 50.74 6.77 0.79 0.88 0.45 1.04 7.0
Udmurt Republic 2022 3.14 53.31 8.65 0.90 0.81 0.43 1.07 7.9
Chuvash Republic 2022 2.38 39.64 7.24 0.64 0.62 0.30 1.37 6.7
Perm Krai 2022 3.75 52.24 6.24 1.04 0.85 0.45 0.96 7.2
Kirov Oblast 2022 3.98 71.05 8.17 1.24 0.81 0.38 1.31 9.0
Nizhny Novgorod Oblast 2022 4.27 49.44 5.78 1.47 0.90 0.84 1.20 7.3
Orenburg Oblast 2022 2.57 46.20 4.71 0.93 0.50 0.24 0.62 5.7
Penza Oblast 2022 2.48 49.57 4.74 0.83 0.55 0.37 1.02 6.0
Samara Oblast 2022 3.47 60.51 4.31 1.25 0.81 0.44 0.71 6.5
Saratov Oblast 2022 2.34 41.26 3.11 0.86 0.56 0.37 0.58 4.7
Ulyanovsk Oblast 2022 2.77 45.85 4.37 1.00 0.70 0.56 0.68 5.7
Kurgan Oblast 2022 2.57 63.20 4.38 0.89 0.50 0.27 0.64 6.5
Sverdlovsk Oblast 2022 4.72 67.78 5.92 1.48 0.91 0.56 0.99 8.3
Khanty–Mansi Autonomous Okrug – Yugra 2022 3.11 54.36 6.00 1.38 1.11 0.56 0.83 7.1
Yamalo-Nenets Autonomous Okrug 2022 3.77 65.49 7.90 1.71 1.64 0.47 1.01 9.1
Chelyabinsk Oblast 2022 3.52 50.56 4.94 1.25 0.71 0.48 0.91 6.5
Tyumen Oblast 2022 3.50 58.97 5.27 1.27 0.72 0.97 0.67 6.9
Altai Republic 2022 2.39 43.59 6.15 0.61 0.56 0.26 0.51 6.0
Tuva Republic 2022 0.63 21.73 2.62 0.28 0.17 0.06 0.11 2.5
Republic of Khakassia 2022 2.70 70.86 3.94 0.96 0.60 0.22 0.66 6.5
Altai Krai 2022 2.27 54.71 4.42 0.71 0.49 0.29 0.49 5.7
Krasnoyarsk Krai 2022 3.55 44.76 5.36 1.39 0.95 0.31 0.73 6.3
Irkutsk Oblast 2022 3.56 52.77 5.86 1.18 0.69 0.43 0.90 7.0
Kemerovo Oblast 2022 2.53 55.58 5.33 0.93 0.75 0.41 0.63 6.4
Novosibirsk Oblast 2022 3.66 52.42 4.22 1.22 0.74 0.80 0.58 6.0
Omsk Oblast 2022 2.80 42.86 3.70 1.11 0.58 0.44 0.52 5.1
Tomsk Oblast 2022 3.31 54.27 4.91 1.17 0.83 0.56 0.64 6.5
Republic of Buryatia 2022 1.97 34.16 6.49 0.39 0.41 0.27 0.37 5.6
Sakha (Yakutia) Republic 2022 2.41 35.78 6.85 0.99 0.63 0.57 0.39 5.9
Zabaykalsky Krai 2022 2.53 36.44 6.00 0.48 0.34 0.21 0.45 5.6
Kamchatka Krai 2022 4.79 64.93 9.95 2.35 1.63 1.07 0.92 10.2
Primorsky Krai 2022 4.52 54.53 7.49 1.91 1.01 0.98 1.12 8.2
Khabarovsk Krai 2022 3.86 68.53 8.96 2.05 1.02 0.86 1.24 9.7
Amur Oblast 2022 3.63 64.49 8.04 1.24 0.82 0.49 1.06 8.7
Magadan Oblast 2022 4.57 53.25 11.45 2.19 1.75 0.50 0.94 10.4
Sakhalin Oblast 2022 5.00 66.73 12.51 2.55 1.36 1.02 1.15 11.6
Jewish Autonomous Oblast 2022 2.94 73.36 8.73 0.96 0.64 0.57 1.26 9.5
Chukotka Autonomous Okrug 2022 3.02 47.15 10.77 1.48 1.51 0.16 0.56 8.7
Belgorod Oblast 2023 2.29 48.65 4.03 1.14 0.64 1.20 0.50 5.4
Bryansk Oblast 2023 2.97 45.05 4.97 1.12 0.76 0.50 1.36 6.2
Vladimir Oblast 2023 4.65 58.09 7.22 1.36 1.11 0.89 1.53 8.4
Voronezh Oblast 2023 3.20 42.18 4.55 1.44 0.97 0.68 0.87 5.9
Ivanovo Oblast 2023 4.36 52.42 6.49 1.22 0.88 0.51 1.87 7.6
Kaluga Oblast 2023 4.46 45.65 6.22 1.61 1.11 0.70 1.29 7.2
Kostroma Oblast 2023 4.54 59.90 7.82 1.21 1.00 0.45 1.64 8.5
Kursk Oblast 2023 2.63 42.97 4.37 1.24 0.88 0.50 0.83 5.7
Lipetsk Oblast 2023 3.08 46.34 4.71 1.19 0.83 0.58 0.94 6.0
Moscow Oblast 2023 6.94 57.92 7.48 2.77 1.68 1.04 1.36 9.3
Oryol Oblast 2023 3.04 41.80 4.53 1.43 0.89 0.49 0.94 5.8
Ryazan Oblast 2023 3.76 51.45 4.82 1.44 0.88 0.88 1.07 6.6
Smolensk Oblast 2023 4.00 52.87 6.89 1.66 1.19 0.58 1.30 7.9
Tambov Oblast 2023 2.41 36.78 4.06 0.85 0.65 0.39 0.76 4.9
Tver Oblast 2023 4.68 52.02 7.49 1.68 1.17 0.64 1.83 8.2
Tula Oblast 2023 3.70 38.34 4.85 1.27 0.91 0.79 1.17 5.9
Yaroslavl Oblast 2023 5.81 55.61 7.91 1.80 1.29 0.97 1.46 8.8
Moscow 2023 5.65 30.22 3.90 2.50 1.08 1.00 0.74 5.5
Republic of Karelia 2023 7.52 64.36 11.33 1.89 1.76 1.02 2.95 11.7
Komi Republic 2023 5.33 75.41 11.19 1.81 1.25 0.73 2.20 11.1
Nenets Autonomous Okrug 2023 7.21 85.35 9.82 1.96 1.14 0.39 2.01 10.9
Vologda Oblast 2023 5.04 57.65 9.02 1.29 1.00 0.55 2.57 9.3
Kaliningrad Oblast 2023 6.69 33.58 5.86 2.16 1.22 1.46 1.05 6.9
Leningrad Oblast 2023 6.99 57.09 7.91 2.20 1.71 1.62 1.46 9.5
Murmansk Oblast 2023 6.46 73.56 8.36 2.47 2.03 1.12 2.00 10.9
Novgorod Oblast 2023 4.75 56.07 7.12 1.42 1.24 0.96 1.62 8.4
Pskov Oblast 2023 4.96 54.82 6.65 1.76 1.14 1.20 1.21 8.1
Saint Petersburg 2023 7.57 37.17 4.85 2.81 1.46 1.51 1.08 7.0
Arkhangelsk Oblast 2023 6.43 55.91 9.44 1.90 1.21 0.85 2.41 9.6
Republic of Adygea 2023 1.91 47.12 3.40 1.10 0.65 0.42 0.43 5.0
Republic of Kalmykia 2023 1.04 50.68 4.55 0.30 0.46 0.61 0.32 5.1
Republic of Crimea 2023 4.25 56.44 5.28 2.25 1.30 0.77 0.63 7.1
Krasnodar Krai 2023 4.90 47.78 4.24 2.48 1.10 0.69 0.76 6.4
Astrakhan Oblast 2023 2.07 37.87 4.39 0.76 0.66 0.23 0.60 5.0
Volgograd Oblast 2023 2.66 37.32 3.55 1.20 0.69 0.35 0.72 4.8
Rostov Oblast 2023 2.55 32.77 3.36 1.54 0.83 0.64 0.64 4.7
Sevastopol 2023 5.10 37.96 5.27 3.14 1.38 0.57 0.68 6.5
Republic of Dagestan 2023 0.37 5.86 1.10 0.14 0.33 0.13 0.02 1.0
Republic of Ingushetia 2023 0.04 0.00 0.52 0.01 0.06 0.00 0.02 0.3
Kabardino-Balkar Republic 2023 0.43 7.07 0.96 0.18 0.26 0.02 0.08 1.0
Karachay-Cherkess Republic 2023 0.70 8.14 1.68 0.27 0.25 0.04 0.16 1.5
Republic of North Ossetia-Alania 2023 0.62 8.32 0.97 0.44 0.23 0.07 0.11 1.2
Chechen Republic 2023 0.02 2.13 0.05 0.00 0.01 0.03 0.00 0.1
Stavropol Krai 2023 1.97 25.08 2.85 1.02 0.61 0.20 0.57 3.6
Republic of Bashkortostan 2023 2.58 47.37 6.05 0.85 0.73 0.34 0.99 6.5
Mari El Republic 2023 2.78 47.80 6.84 0.77 0.84 0.42 1.46 7.0
Republic of Mordovia 2023 2.23 40.54 5.56 0.76 0.55 0.32 0.81 5.6
Republic of Tatarstan 2023 2.76 50.63 6.73 0.89 0.95 0.48 1.25 7.1
Udmurt Republic 2023 3.43 56.19 8.52 0.99 0.92 0.46 1.36 8.1
Chuvash Republic 2023 2.67 41.39 7.22 0.72 0.73 0.31 1.58 6.9
Perm Krai 2023 4.12 54.98 6.18 1.16 0.94 0.54 1.19 7.4
Kirov Oblast 2023 4.29 72.28 8.01 1.33 0.92 0.42 1.74 9.1
Nizhny Novgorod Oblast 2023 4.66 50.48 5.75 1.64 1.02 0.88 1.46 7.5
Orenburg Oblast 2023 2.75 47.71 4.97 1.01 0.58 0.31 0.74 5.9
Penza Oblast 2023 2.71 50.27 4.81 0.92 0.64 0.37 1.14 6.1
Samara Oblast 2023 3.82 59.96 4.40 1.37 0.91 0.49 0.87 6.6
Saratov Oblast 2023 2.52 42.47 3.24 0.95 0.62 0.48 0.72 4.9
Ulyanovsk Oblast 2023 3.07 42.74 4.40 1.07 0.80 0.44 0.82 5.6
Kurgan Oblast 2023 2.73 66.87 4.47 0.91 0.59 0.35 0.81 6.7
Sverdlovsk Oblast 2023 5.03 71.37 5.86 1.62 1.01 0.73 1.22 8.5
Khanty–Mansi Autonomous Okrug – Yugra 2023 3.23 57.01 5.67 1.43 1.13 0.73 0.92 7.1
Yamalo-Nenets Autonomous Okrug 2023 3.95 63.87 7.55 1.78 1.65 0.51 1.11 8.8
Chelyabinsk Oblast 2023 3.83 55.78 5.09 1.34 0.80 0.58 1.08 6.9
Tyumen Oblast 2023 3.78 60.99 5.18 1.40 0.78 1.07 0.81 7.0
Altai Republic 2023 2.73 54.90 6.54 0.77 0.69 0.27 0.65 6.9
Tuva Republic 2023 0.68 30.20 3.02 0.27 0.20 0.05 0.15 3.1
Republic of Khakassia 2023 2.94 82.17 4.15 1.06 0.69 0.26 0.75 7.2
Altai Krai 2023 2.42 56.24 4.52 0.80 0.56 0.32 0.62 6.0
Krasnoyarsk Krai 2023 3.70 50.04 5.18 1.49 1.02 0.39 0.81 6.4
Irkutsk Oblast 2023 3.88 53.79 5.94 1.25 0.77 0.45 1.05 7.2
Kemerovo Oblast 2023 2.73 57.15 5.37 1.01 0.83 0.49 0.77 6.7
Novosibirsk Oblast 2023 3.89 53.92 4.25 1.34 0.82 0.91 0.72 6.3
Omsk Oblast 2023 3.01 44.69 3.76 1.17 0.66 0.47 0.64 5.3
Tomsk Oblast 2023 3.50 55.69 4.93 1.25 0.89 0.69 0.84 6.7
Republic of Buryatia 2023 2.18 35.57 6.76 0.43 0.52 0.25 0.55 5.9
Sakha (Yakutia) Republic 2023 2.42 44.27 6.78 1.02 0.66 0.67 0.51 6.3
Zabaykalsky Krai 2023 2.68 40.23 6.40 0.53 0.41 0.20 0.54 6.0
Kamchatka Krai 2023 5.11 70.19 9.65 2.58 1.65 0.84 1.25 10.5
Primorsky Krai 2023 4.81 57.55 7.48 2.08 1.14 1.03 1.26 8.4
Khabarovsk Krai 2023 4.15 60.69 8.85 2.18 1.17 1.22 1.44 9.3
Amur Oblast 2023 3.88 73.46 8.17 1.30 0.90 0.49 1.11 9.3
Magadan Oblast 2023 4.54 54.22 11.02 2.34 1.72 0.50 1.17 10.2
Sakhalin Oblast 2023 5.25 67.39 12.21 2.67 1.39 0.97 1.50 11.4
Jewish Autonomous Oblast 2023 3.08 82.91 8.68 1.00 0.73 0.62 1.43 10.0
Chukotka Autonomous Okrug 2023 3.23 50.08 10.46 1.45 1.60 0.30 0.66 8.3

Column Tab 3

Column

Row 1

Row 2

Main Tab 2

Column

1. Plotly for R

Plotly is an R package for creating interactive web-based graphs via plotly’s JavaScript graphing library, plotly.js.

The plotly R package serializes ggplot2 figures into Plotly’s universal graph JSON. plotly::ggplotly will crawl the ggplot2 figure, extract and translate all of the attributes of the ggplot2 figure into JSON (the colors, the axes, the chart type, etc), and draw the graph with plotly.js. Furthermore, you have the option of manipulating the Plotly object with the style function.

2. Cutomizing the Layout

Since the ggplotly() function returns a plotly object, we can manipulate that object in the same way that we would manipulate any other plotly object. A simple and useful application of this is to specify interaction modes, like plotly.js’ layout.dragmode for specifying the mode of click+drag events.

3. Example

library(plotly)
df <- data.frame(x=c(1, 2, 3, 4), y=c(1, 5, 3, 5), group=c('A', 'A', 'B', 'B'))
p <- ggplot(data=df, aes(x=x, y=y, colour=group)) + geom_point()
ggplotly(p)

Column

Row 1

Row 2

M


---
title: "Consumption"
output: 
  flexdashboard::flex_dashboard:
    orientation: columns
    vertical_layout: fill
    source_code: embed
    social: menu
---

```{r setup, include=FALSE}
library(flexdashboard)
library(tidyverse)
library(plotly)
library(knitr)
library(DT)
df <- read_csv('Consumption.csv')

# Create a ggplot object
p <- df %>% group_by(Year) %>% summarise(wine_average=mean(Wine)) %>% ggplot()+geom_col(aes(x=Year,y=wine_average,fill=wine_average))

p1 <- df %>% group_by(Year) %>% summarise(beer_average=mean(Beer)) %>% ggplot()+geom_col(aes(x=Year,y=beer_average,fill=beer_average))
```

```{r}
names(df)
```

{.sidebar}
=======================================================================

### 1. Titanic

Alcohol consumption is popular amongst Europeans. When looking at the data, it has become clear that certain types of alcohol have been more popular than others.

### 2. Flexdashboard and Plotly

This interactive uses `flexdashboard` and `plotly` to visualize the data. 

Main Tab 1
=======================================================================

Column {data-width=500, .tabset}
-----------------------------------------------------------------------

### Column Tab 1

```{r}
df
```


### Column Tab 2

```{r}
kable(df)
```


### Column Tab 3

```{r}
datatable(df, options = list(
  pageLength = 25
))
```


Column {data-width=500}
-----------------------------------------------------------------------

### Row 1

```{r}
p
```

### Row 2

```{r}
ggplotly(p)
```


Main Tab 2
=======================================================================

Column {data-width=500}
-----------------------------------------------------------------------

#### 1. Plotly for R

Plotly is an R package for creating interactive web-based graphs via plotly's JavaScript graphing library, plotly.js.

The plotly R package serializes ggplot2 figures into Plotly's universal graph JSON. plotly::ggplotly will crawl the ggplot2 figure, extract and translate all of the attributes of the ggplot2 figure into JSON (the colors, the axes, the chart type, etc), and draw the graph with plotly.js. Furthermore, you have the option of manipulating the Plotly object with the style function.


#### 2. Cutomizing the Layout

Since the ggplotly() function returns a plotly object, we can manipulate that object in the same way that we would manipulate any other plotly object. A simple and useful application of this is to specify interaction modes, like plotly.js' layout.dragmode for specifying the mode of click+drag events.


#### 3. Example

```{r, echo=TRUE, eval=TRUE}
library(plotly)
df <- data.frame(x=c(1, 2, 3, 4), y=c(1, 5, 3, 5), group=c('A', 'A', 'B', 'B'))
p <- ggplot(data=df, aes(x=x, y=y, colour=group)) + geom_point()
ggplotly(p)
```



Column {data-width=500}
-----------------------------------------------------------------------

### Row 1

```{r}
p1
```

### Row 2

```{r}
ggplotly(p1)
```

M